The purpose of this conceptual paper is to explore the complexities and connections between women, femme, and nonbinary (WFN) collective social entrepreneurs, social movement learning (SML), and critical participatory action research (CPAR) within the fields of adult education (AE) and human resource development (HRD). WFN collective social entrepreneurship serves as a reaction and solution to system failures, by creating supportive learning environments. We discuss the potential of social movement learning (SML) in these collectives, offering marginalized learners opportunities for skill development, knowledge sharing, and social impact efforts. This paper proposes using CPAR as a research approach to support social movements and amplify marginalized voices. CPAR can illuminate the development and learning networks of WFN social entrepreneur collectives and emphasize the importance of inclusive and intersectional approaches in entrepreneurial education and research within AE/HRD.